Germany: LK Ostallgäu (Bayern)¶

  • Homepage of project: https://oscovida.github.io
  • Plots are explained at http://oscovida.github.io/plots.html
  • Execute this Jupyter Notebook using myBinder
In [1]:
import datetime
import time

start = datetime.datetime.now()
print(f"Notebook executed on: {start.strftime('%d/%m/%Y %H:%M:%S%Z')} {time.tzname[time.daylight]}")

Notebook executed on: 07/03/2023 11:12:56 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Ostallgäu", weeks=5);
2023-03-07T11:13:09.490896 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 80 80 100 100 120 120 140 140 7-day incidence rate (per 100K people) 87.3 LK Ostallgäu, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 10 20 30 40 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar −0.050 −0.050 −0.025 −0.025 0.000 0.000 0.025 0.025 0.050 0.050 daily change Germany-LK Ostallgäu new deaths (rolling 7d mean) Germany-LK Ostallgäu new deaths 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Ostallgäu cases daily growth factor Germany-LK Ostallgäu cases daily growth factor (rolling mean) Germany-LK Ostallgäu estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-LK Ostallgäu deaths daily growth factor Germany-LK Ostallgäu deaths daily growth factor (rolling mean) Germany-LK Ostallgäu estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2000 4000 cases doubling time [days] Germany-LK Ostallgäu doubling time cases (rolling mean) 0.00 14.32 28.65 42.97 57.29 daily change Germany-LK Ostallgäu new cases (rolling 7d mean) Germany-LK Ostallgäu new cases 0.000 0.398 0.795
In [4]:
overview(country="Germany", subregion="LK Ostallgäu");
2023-03-07T11:13:24.652079 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 1000 1000 2000 2000 7-day incidence rate (per 100K people) 87.3 LK Ostallgäu, Germany, last data point from 2023-03-06 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 200 400 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2 4 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Ostallgäu cases daily growth factor Germany-LK Ostallgäu cases daily growth factor (rolling mean) Germany-LK Ostallgäu estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 0.9 0.9 1.0 1.0 1.1 1.1 1.2 1.2 R & growth factor (based on deaths) Germany-LK Ostallgäu deaths daily growth factor Germany-LK Ostallgäu deaths daily growth factor (rolling mean) Germany-LK Ostallgäu estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 2000 4000 6000 8000 cases doubling time [days] Germany-LK Ostallgäu doubling time cases (rolling mean) Germany-LK Ostallgäu doubling time deaths (rolling mean) 0.0 286.5 572.9 daily change Germany-LK Ostallgäu new cases (rolling 7d mean) Germany-LK Ostallgäu new cases 0.000 2.865 5.729 daily change Germany-LK Ostallgäu new deaths (rolling 7d mean) Germany-LK Ostallgäu new deaths 0.0 67.9 135.8 203.7 271.6 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Ostallgäu", dates="2020-03-15:");
2023-03-07T11:16:14.867564 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 2020-05 2020-09 2021-01 2021-05 2021-09 2022-01 2022-05 2022-09 2023-01 0.1 0.1 1 1 10 10 100 100 daily new cases (rolling 7-day mean) normalised by 100K people Daily cases (top) and deaths (below) for Germany: LK Ostallgäu LK Ostallgäu Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt 2020-05 2020-09 2021-01 2021-05 2021-09 2022-01 2022-05 2022-09 2023-01 0.001 0.001 0.01 0.01 0.1 0.1 1 1 daily new deaths (rolling 7-day mean) normalised by 100K people LK Ostallgäu Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Ostallgäu")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Ostallgäu")
print(f'Population of country="Germany", subregion="LK Ostallgäu": {inhabitants} people')

# compose into one table
table = compose_dataframe_summary(cases, deaths)

# show tables with up to 1000 rows
pd.set_option("display.max_rows", 1000)

# display the table
table

Population of country="Germany", subregion="LK Ostallgäu": 143236 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 76464 30 313 0
2023-03-03 76434 3 313 0
2023-03-02 76431 17 313 0
2023-03-01 76414 38 313 0
2023-02-28 76376 37 313 0
2023-02-27 76339 69 313 0
2023-02-24 76270 22 313 0
2023-02-23 76248 35 313 0
2023-02-22 76213 38 313 0
2023-02-21 76175 22 313 0
2023-02-20 76153 45 313 0
2023-02-17 76108 21 313 0
2023-02-16 76087 24 313 0
2023-02-15 76063 36 313 0
2023-02-14 76027 44 313 0
2023-02-13 75983 54 313 0
2023-02-12 75929 1 313 0
2023-02-10 75928 12 313 0
2023-02-09 75916 33 313 0
2023-02-08 75883 23 313 0
2023-02-07 75860 47 313 0
2023-02-06 75813 47 313 0
2023-02-03 75766 15 313 0
2023-02-02 75751 23 313 0
2023-02-01 75728 24 313 0
2023-01-31 75704 30 313 0
2023-01-30 75674 34 313 0
2023-01-27 75640 16 313 0
2023-01-26 75624 12 313 0
2023-01-25 75612 9 313 0
2023-01-24 75603 26 313 0
2023-01-23 75577 21 313 1
2023-01-20 75556 15 312 0
2023-01-19 75541 10 312 0
2023-01-18 75531 12 312 0
2023-01-17 75519 19 312 0
2023-01-16 75500 23 312 0
2023-01-13 75477 16 312 0
2023-01-12 75461 17 312 0
2023-01-11 75444 29 312 0
2023-01-10 75415 36 312 0
2023-01-09 75379 37 312 0
2023-01-07 75342 1 312 0
2023-01-05 75341 24 312 0
2023-01-04 75317 15 312 0
2023-01-03 75302 24 312 0
2023-01-02 75278 44 312 2
2023-01-01 75234 1 310 0
2022-12-30 75233 12 310 0
2022-12-29 75221 19 310 0
2022-12-28 75202 37 310 0
2022-12-27 75165 61 310 1
2022-12-26 75104 1 309 0
2022-12-23 75103 21 309 0
2022-12-22 75082 30 309 0
2022-12-21 75052 19 309 0
2022-12-20 75033 35 309 0
2022-12-19 74998 47 309 0
2022-12-16 74951 13 309 0
2022-12-15 74938 43 309 0
2022-12-14 74895 18 309 0
2022-12-13 74877 27 309 0
2022-12-12 74850 48 309 0
2022-12-09 74802 16 309 0
2022-12-08 74786 29 309 0
2022-12-07 74757 38 309 0
2022-12-06 74719 45 309 0
2022-12-05 74674 49 309 0
2022-12-02 74625 15 309 0
2022-12-01 74610 29 309 0
2022-11-30 74581 28 309 0
2022-11-29 74553 29 309 0
2022-11-28 74524 40 309 0
2022-11-25 74484 17 309 0
2022-11-24 74467 25 309 1
2022-11-23 74442 13 308 0
2022-11-22 74429 39 308 0
2022-11-21 74390 35 308 0
2022-11-18 74355 11 308 0
2022-11-17 74344 20 308 0
2022-11-16 74324 29 308 0
2022-11-15 74295 45 308 0
2022-11-14 74250 44 308 1
2022-11-11 74206 22 307 0
2022-11-10 74184 31 307 1
2022-11-09 74153 42 306 1
2022-11-08 74111 45 305 0
2022-11-07 74066 59 305 0
2022-11-04 74007 64 305 0
2022-11-03 73943 51 305 1
2022-11-02 73892 101 304 0
2022-10-31 73791 81 304 1
2022-10-28 73710 57 303 0
2022-10-27 73653 81 303 3
2022-10-26 73572 81 300 0
2022-10-25 73491 185 300 0
2022-10-24 73306 194 300 2
2022-10-21 73112 96 298 0
2022-10-20 73016 199 298 1
2022-10-19 72817 186 297 0
2022-10-18 72631 274 297 0
2022-10-17 72357 399 297 1
2022-10-14 71958 176 296 0
2022-10-13 71782 253 296 0
2022-10-12 71529 396 296 0
2022-10-11 71133 332 296 0
2022-10-10 70801 467 296 2
2022-10-07 70334 251 294 0
2022-10-06 70083 640 294 1
2022-10-05 69443 400 293 1
2022-10-04 69043 496 292 1
2022-10-02 68547 2 291 0
2022-10-01 68545 1 291 0
2022-09-30 68544 156 291 0
2022-09-29 68388 220 291 1
2022-09-28 68168 252 290 0
2022-09-27 67916 350 290 1
2022-09-26 67566 213 289 0
2022-09-24 67353 1 289 0
2022-09-23 67352 55 289 1
2022-09-22 67297 131 288 0
2022-09-21 67166 108 288 0
2022-09-20 67058 93 288 0
2022-09-19 66965 116 288 0
2022-09-16 66849 33 288 0
2022-09-15 66816 39 288 0
2022-09-14 66777 64 288 0
2022-09-13 66713 66 288 0
2022-09-12 66647 70 288 0
2022-09-11 66577 1 288 0
2022-09-09 66576 17 288 0
2022-09-08 66559 61 288 0
2022-09-07 66498 59 288 0
2022-09-06 66439 71 288 0
2022-09-05 66368 64 288 0
2022-09-02 66304 35 288 0
2022-09-01 66269 55 288 0
2022-08-31 66214 56 288 0
2022-08-30 66158 64 288 0
2022-08-29 66094 68 288 0
2022-08-26 66026 13 288 0
2022-08-25 66013 54 288 0
2022-08-24 65959 52 288 0
2022-08-23 65907 71 288 0
2022-08-22 65836 70 288 0
2022-08-19 65766 28 288 0
2022-08-18 65738 80 288 0
2022-08-17 65658 120 288 0
2022-08-16 65538 133 288 1
2022-08-12 65405 46 287 0
2022-08-11 65359 56 287 0
2022-08-10 65303 146 287 0
2022-08-09 65157 134 287 0
2022-08-08 65023 157 287 0
2022-08-05 64866 70 287 1
2022-08-04 64796 138 286 0
2022-08-03 64658 154 286 0
2022-08-02 64504 269 286 0
2022-08-01 64235 331 286 1
2022-07-29 63904 173 285 0
2022-07-28 63731 196 285 0
2022-07-27 63535 261 285 0
2022-07-26 63274 309 285 0
2022-07-25 62965 286 285 0
2022-07-22 62679 149 285 0
2022-07-21 62530 182 285 1
2022-07-20 62348 249 284 1
2022-07-19 62099 343 283 0
2022-07-18 61756 292 283 1
2022-07-15 61464 88 282 0
2022-07-14 61376 186 282 0
2022-07-13 61190 246 282 1
2022-07-12 60944 216 281 2
2022-07-11 60728 291 279 1
2022-07-09 60437 1 278 0
2022-07-08 60436 116 278 0
2022-07-07 60320 244 278 0
2022-07-06 60076 208 278 0
2022-07-05 59868 303 278 0
2022-07-04 59565 224 278 0
2022-07-01 59341 98 278 0
2022-06-30 59243 215 278 0
2022-06-29 59028 207 278 0
2022-06-28 58821 193 278 0
2022-06-27 58628 257 278 1
2022-06-24 58371 88 277 0
2022-06-23 58283 155 277 1
2022-06-22 58128 130 276 1
2022-06-21 57998 178 275 0
2022-06-20 57820 199 275 1
2022-06-17 57621 138 274 0
2022-06-15 57483 104 274 0
2022-06-14 57379 121 274 0
2022-06-13 57258 192 274 0
2022-06-12 57066 1 274 0
2022-06-11 57065 1 274 0
2022-06-10 57064 128 274 0
2022-06-09 56936 462 274 1
2022-06-08 56474 1 273 0
2022-06-07 56473 2 273 0
2022-06-03 56471 2 273 0
2022-06-02 56469 78 273 0
2022-06-01 56391 84 273 0
2022-05-31 56307 131 273 1
2022-05-30 56176 130 272 0
2022-05-29 56046 1 272 0
2022-05-27 56045 76 272 0
2022-05-25 55969 68 272 1
2022-05-24 55901 91 271 2
2022-05-23 55810 188 269 1
2022-05-20 55622 60 268 0
2022-05-19 55562 94 268 0
2022-05-18 55468 141 268 0
2022-05-17 55327 187 268 0
2022-05-16 55140 279 268 0
2022-05-15 54861 1 268 0
2022-05-13 54860 145 268 0
2022-05-12 54715 181 268 0
2022-05-11 54534 178 268 1
2022-05-10 54356 265 267 0
2022-05-09 54091 304 267 0
2022-05-07 53787 1 267 0
2022-05-06 53786 146 267 0
2022-05-05 53640 201 267 0
2022-05-04 53439 202 267 0
2022-05-03 53237 221 267 0
2022-05-02 53016 310 267 0
2022-04-29 52706 129 267 0
2022-04-28 52577 211 267 0
2022-04-27 52366 219 267 2
2022-04-26 52147 245 265 0
2022-04-25 51902 268 265 0
2022-04-24 51634 6 265 0
2022-04-23 51628 70 265 0
2022-04-22 51558 164 265 0
2022-04-21 51394 286 265 0
2022-04-20 51108 324 265 1
2022-04-19 50784 421 264 0
2022-04-16 50363 247 264 1
2022-04-15 50116 1 263 0
2022-04-14 50115 309 263 0
2022-04-13 49806 284 263 2
2022-04-12 49522 365 261 0
2022-04-11 49157 299 261 1
2022-04-09 48858 156 260 1
2022-04-08 48702 249 259 0
2022-04-07 48453 322 259 0
2022-04-06 48131 330 259 0
2022-04-05 47801 368 259 0
2022-04-04 47433 235 259 0
2022-04-03 47198 31 259 0
2022-04-02 47167 265 259 1
2022-04-01 46902 236 258 1
2022-03-31 46666 466 257 1
2022-03-30 46200 537 256 0
2022-03-29 45663 437 256 0
2022-03-28 45226 330 256 2
2022-03-27 44896 187 254 0
2022-03-26 44709 365 254 0
2022-03-25 44344 395 254 1
2022-03-24 43949 518 253 2
2022-03-23 43431 813 251 0
2022-03-22 42618 720 251 0
2022-03-21 41898 428 251 0
2022-03-20 41470 140 251 0
2022-03-19 41330 281 251 0
2022-03-18 41049 524 251 2
2022-03-17 40525 690 249 0
2022-03-16 39835 715 249 2
2022-03-15 39120 512 247 1
2022-03-14 38608 584 246 1
2022-03-13 38024 185 245 0
2022-03-12 37839 265 245 0
2022-03-11 37574 420 245 0
2022-03-10 37154 620 245 1
2022-03-09 36534 670 244 2
2022-03-08 35864 555 242 0
2022-03-07 35309 285 242 0
2022-03-06 35024 215 242 0
2022-03-05 34809 246 242 0
2022-03-04 34563 365 242 0
2022-03-03 34198 456 242 1
2022-03-02 33742 515 241 1
2022-03-01 33227 428 240 1
2022-02-28 32799 232 239 1
2022-02-27 32567 185 238 0
2022-02-26 32382 301 238 1
2022-02-25 32081 406 237 0
2022-02-24 31675 244 237 0
2022-02-23 31431 555 237 1
2022-02-22 30876 415 236 2
2022-02-21 30461 320 234 1
2022-02-20 30141 140 233 2
2022-02-19 30001 190 231 0
2022-02-18 29811 439 231 0
2022-02-17 29372 603 231 1
2022-02-16 28769 521 230 0
2022-02-15 28248 362 230 0
2022-02-14 27886 466 230 0
2022-02-13 27420 327 230 0
2022-02-12 27093 213 230 0
2022-02-11 26880 453 230 0
2022-02-10 26427 548 230 1
2022-02-09 25879 385 229 0
2022-02-08 25494 368 229 0
2022-02-07 25126 270 229 0
2022-02-06 24856 260 229 1
2022-02-05 24596 345 228 0
2022-02-04 24251 464 228 1
2022-02-03 23787 483 227 1
2022-02-02 23304 511 226 0
2022-02-01 22793 391 226 0
2022-01-31 22402 221 226 0
2022-01-30 22181 317 226 1
2022-01-29 21864 167 225 0
2022-01-28 21697 217 225 1
2022-01-27 21480 384 224 1
2022-01-26 21096 477 223 0
2022-01-25 20619 300 223 1
2022-01-24 20319 110 222 1
2022-01-23 20209 101 221 0
2022-01-22 20108 207 221 0
2022-01-21 19901 215 221 0
2022-01-20 19686 218 221 0
2022-01-19 19468 310 221 0
2022-01-18 19158 270 221 1
2022-01-17 18888 46 220 0
2022-01-16 18842 49 220 0
2022-01-15 18793 188 220 0
2022-01-14 18605 116 220 0
2022-01-13 18489 264 220 0
2022-01-12 18225 231 220 0
2022-01-11 17994 211 220 0
2022-01-10 17783 47 220 1
2022-01-09 17736 100 219 1
2022-01-08 17636 127 218 0
2022-01-07 17509 59 218 0
2022-01-06 17450 108 218 0
2022-01-05 17342 140 218 0
2022-01-04 17202 125 218 0
2022-01-03 17077 41 218 0
2022-01-02 17036 45 218 0
2022-01-01 16991 39 218 0
2021-12-31 16952 62 218 0
2021-12-30 16890 105 218 0
2021-12-29 16785 84 218 0
2021-12-28 16701 123 218 0
2021-12-27 16578 20 218 0
2021-12-26 16558 12 218 0
2021-12-25 16546 8 218 0
2021-12-24 16538 48 218 0
2021-12-23 16490 58 218 0
2021-12-22 16432 86 218 0
2021-12-21 16346 80 218 1
2021-12-20 16266 7 217 0
2021-12-19 16259 18 217 0
2021-12-18 16241 71 217 1
2021-12-17 16170 83 216 1
2021-12-16 16087 37 215 0
2021-12-15 16050 119 215 0
2021-12-14 15931 153 215 2
2021-12-13 15778 25 213 0
2021-12-12 15753 24 213 0
2021-12-11 15729 113 213 1
2021-12-10 15616 87 212 0
2021-12-09 15529 119 212 0
2021-12-08 15410 233 212 1
2021-12-07 15177 188 211 2
2021-12-06 14989 13 209 0
2021-12-05 14976 34 209 3
2021-12-04 14942 161 206 1
2021-12-03 14781 155 205 3
2021-12-02 14626 190 202 0
2021-12-01 14436 248 202 3
2021-11-30 14188 252 199 1
2021-11-29 13936 36 198 0
2021-11-28 13900 83 198 2
2021-11-27 13817 211 196 3
2021-11-26 13606 245 193 2
2021-11-25 13361 188 191 0
2021-11-24 13173 334 191 3
2021-11-23 12839 253 188 2
2021-11-22 12586 37 186 0
2021-11-21 12549 117 186 0
2021-11-20 12432 232 186 5
2021-11-19 12200 281 181 3
2021-11-18 11919 235 178 2
2021-11-17 11684 217 176 2
2021-11-16 11467 125 174 2
2021-11-15 11342 16 172 2
2021-11-14 11326 224 170 2
2021-11-13 11102 182 168 8
2021-11-12 10920 154 160 1
2021-11-11 10766 270 159 5
2021-11-10 10496 217 154 1
2021-11-09 10279 183 153 0
2021-11-08 10096 22 153 0
2021-11-07 10074 55 153 1
2021-11-06 10019 135 152 0
2021-11-05 9884 165 152 0
2021-11-04 9719 134 152 0
2021-11-03 9585 153 152 1
2021-11-02 9432 14 151 1
2021-11-01 9418 8 150 1
2021-10-31 9410 13 149 0
2021-10-30 9397 108 149 1
2021-10-29 9289 96 148 1
2021-10-28 9193 119 147 1
2021-10-27 9074 131 146 1
2021-10-26 8943 110 145 1
2021-10-25 8833 21 144 0
2021-10-24 8812 27 144 2
2021-10-23 8785 78 142 0
2021-10-22 8707 70 142 2
2021-10-21 8637 73 140 1
2021-10-20 8564 77 139 1
2021-10-19 8487 42 138 0
2021-10-18 8445 2 138 0
2021-10-17 8443 18 138 1
2021-10-16 8425 31 137 0
2021-10-15 8394 18 137 0
2021-10-14 8376 27 137 0
2021-10-13 8349 45 137 1
2021-10-12 8304 35 136 0
2021-10-11 8269 8 136 0
2021-10-10 8261 9 136 1
2021-10-09 8252 38 135 0
2021-10-08 8214 21 135 0
2021-10-07 8193 20 135 0
2021-10-06 8173 32 135 0
2021-10-05 8141 35 135 0
2021-10-04 8106 1 135 0
2021-10-03 8105 11 135 0
2021-10-02 8094 33 135 0
2021-10-01 8061 24 135 0
2021-09-30 8037 11 135 0
2021-09-29 8026 36 135 0
2021-09-28 7990 27 135 0
2021-09-27 7963 2 135 1
2021-09-26 7961 11 134 0
2021-09-25 7950 18 134 0
2021-09-24 7932 23 134 0
2021-09-23 7909 31 134 0
2021-09-22 7878 33 134 0
2021-09-21 7845 33 134 0
2021-09-20 7812 3 134 0
2021-09-19 7809 10 134 0
2021-09-18 7799 23 134 0
2021-09-17 7776 16 134 0
2021-09-16 7760 22 134 0
2021-09-15 7738 34 134 0
2021-09-14 7704 28 134 0
2021-09-13 7676 1 134 0
2021-09-12 7675 8 134 0
2021-09-11 7667 14 134 0
2021-09-10 7653 22 134 0
2021-09-09 7631 23 134 0
2021-09-08 7608 39 134 0
2021-09-07 7569 20 134 0
2021-09-06 7549 2 134 0
2021-09-05 7547 11 134 0
2021-09-04 7536 23 134 0
2021-09-03 7513 26 134 0
2021-09-02 7487 16 134 0
2021-09-01 7471 27 134 0
2021-08-31 7444 22 134 0
2021-08-30 7422 2 134 0
2021-08-29 7420 4 134 0
2021-08-28 7416 26 134 0
2021-08-27 7390 11 134 0
2021-08-26 7379 11 134 0
2021-08-25 7368 21 134 0
2021-08-24 7347 17 134 0
2021-08-23 7330 2 134 0
2021-08-22 7328 5 134 0
2021-08-21 7323 27 134 0
2021-08-20 7296 13 134 0
2021-08-19 7283 9 134 0
2021-08-18 7274 17 134 0
2021-08-17 7257 17 134 0
2021-08-15 7240 2 134 0
2021-08-14 7238 7 134 0
2021-08-13 7231 13 134 0
2021-08-12 7218 6 134 0
2021-08-11 7212 13 134 0
2021-08-10 7199 8 134 0
2021-08-09 7191 1 134 0
2021-08-08 7190 1 134 0
2021-08-07 7189 2 134 0
2021-08-06 7187 7 134 0
2021-08-05 7180 4 134 0
2021-08-04 7176 2 134 0
2021-08-03 7174 2 134 0
2021-08-02 7172 3 134 0
2021-07-31 7169 3 134 0
2021-07-29 7166 2 134 0
2021-07-28 7164 5 134 0
2021-07-27 7159 1 134 0
2021-07-26 7158 1 134 0
2021-07-24 7157 1 134 0
2021-07-23 7156 1 134 0
2021-07-22 7155 2 134 0
2021-07-21 7153 1 134 0
2021-07-20 7152 1 134 0
2021-07-18 7151 1 134 0
2021-07-16 7150 3 134 0
2021-07-14 7147 1 134 0
2021-07-09 7146 2 134 0
2021-07-06 7144 1 134 0
2021-07-05 7143 2 134 0
2021-07-04 7141 2 134 0
2021-07-02 7139 2 134 0
2021-06-30 7137 1 134 0
2021-06-26 7136 4 134 0
2021-06-24 7132 3 134 0
2021-06-23 7129 1 134 0
2021-06-22 7128 2 134 0
2021-06-21 7126 1 134 0
2021-06-19 7125 3 134 0
2021-06-18 7122 5 134 0
2021-06-16 7117 5 134 0
2021-06-14 7112 1 134 0
2021-06-12 7111 4 134 0
2021-06-11 7107 2 134 0
2021-06-10 7105 2 134 0
2021-06-08 7103 1 134 0
2021-06-07 7102 4 134 0
2021-06-05 7098 1 134 0
2021-06-04 7097 1 134 0
2021-06-02 7096 9 134 0
2021-06-01 7087 1 134 0
2021-05-31 7086 2 134 0
2021-05-30 7084 3 134 0
2021-05-29 7081 9 134 0
2021-05-28 7072 4 134 0
2021-05-27 7068 12 134 0
2021-05-26 7056 20 134 0
2021-05-25 7036 1 134 0
2021-05-24 7035 10 134 0
2021-05-22 7025 4 134 0
2021-05-21 7021 13 134 0
2021-05-20 7008 9 134 0
2021-05-19 6999 30 134 0
2021-05-18 6969 20 134 0
2021-05-17 6949 3 134 0
2021-05-16 6946 16 134 0
2021-05-15 6930 2 134 0
2021-05-14 6928 19 134 0
2021-05-13 6909 4 134 0
2021-05-12 6905 42 134 0
2021-05-11 6863 56 134 1
2021-05-09 6807 7 133 0
2021-05-08 6800 10 133 0
2021-05-07 6790 46 133 0
2021-05-06 6744 26 133 1
2021-05-05 6718 33 132 0
2021-05-04 6685 53 132 0
2021-05-03 6632 23 132 0
2021-05-02 6609 6 132 0
2021-05-01 6603 18 132 0
2021-04-30 6585 54 132 0
2021-04-29 6531 29 132 0
2021-04-28 6502 56 132 0
2021-04-27 6446 68 132 0
2021-04-26 6378 18 132 0
2021-04-25 6360 8 132 0
2021-04-24 6352 38 132 0
2021-04-23 6314 50 132 1
2021-04-22 6264 73 131 2
2021-04-21 6191 67 129 0
2021-04-20 6124 74 129 1
2021-04-19 6050 23 128 0
2021-04-18 6027 6 128 0
2021-04-17 6021 42 128 0
2021-04-16 5979 49 128 0
2021-04-15 5930 58 128 0
2021-04-14 5872 109 128 1
2021-04-13 5763 81 127 1
2021-04-12 5682 4 126 0
2021-04-11 5678 29 126 0
2021-04-10 5649 34 126 0
2021-04-09 5615 76 126 0
2021-04-08 5539 72 126 2
2021-04-07 5467 110 124 2
2021-04-06 5357 62 122 0
2021-04-05 5295 16 122 1
2021-04-04 5279 11 121 1
2021-04-03 5268 10 120 1
2021-04-02 5258 59 119 0
2021-04-01 5199 71 119 0
2021-03-31 5128 83 119 0
2021-03-30 5045 137 119 2
2021-03-29 4908 9 117 0
2021-03-28 4899 10 117 1
2021-03-27 4889 108 116 0
2021-03-26 4781 83 116 0
2021-03-25 4698 72 116 0
2021-03-24 4626 105 116 1
2021-03-23 4521 98 115 1
2021-03-22 4423 3 114 0
2021-03-21 4420 4 114 0
2021-03-20 4416 48 114 0
2021-03-19 4368 33 114 0
2021-03-18 4335 38 114 0
2021-03-17 4297 50 114 0
2021-03-16 4247 76 114 0
2021-03-15 4171 20 114 0
2021-03-14 4151 2 114 0
2021-03-13 4149 19 114 0
2021-03-12 4130 24 114 0
2021-03-11 4106 36 114 0
2021-03-10 4070 53 114 0
2021-03-09 4017 25 114 1
2021-03-08 3992 6 113 0
2021-03-07 3986 11 113 0
2021-03-06 3975 13 113 0
2021-03-05 3962 23 113 0
2021-03-04 3939 23 113 0
2021-03-03 3916 9 113 0
2021-03-02 3907 15 113 1
2021-03-01 3892 4 112 0
2021-02-28 3888 5 112 0
2021-02-27 3883 8 112 0
2021-02-26 3875 8 112 0
2021-02-25 3867 13 112 0
2021-02-24 3854 9 112 0
2021-02-23 3845 24 112 0
2021-02-22 3821 2 112 0
2021-02-20 3819 17 112 0
2021-02-19 3802 7 112 0
2021-02-18 3795 8 112 0
2021-02-17 3787 10 112 0
2021-02-16 3777 4 112 0
2021-02-15 3773 2 112 0
2021-02-14 3771 2 112 0
2021-02-13 3769 3 112 0
2021-02-12 3766 7 112 0
2021-02-11 3759 14 112 0
2021-02-10 3745 15 112 0
2021-02-09 3730 9 112 0
2021-02-06 3721 7 112 0
2021-02-05 3714 10 112 0
2021-02-04 3704 10 112 0
2021-02-03 3694 5 112 0
2021-02-02 3689 14 112 1
2021-02-01 3675 11 111 0
2021-01-31 3664 1 111 0
2021-01-30 3663 2 111 0
2021-01-29 3661 14 111 0
2021-01-28 3647 12 111 0
2021-01-27 3635 12 111 1
2021-01-26 3623 19 110 0
2021-01-25 3604 2 110 0
2021-01-24 3602 2 110 0
2021-01-23 3600 13 110 0
2021-01-22 3587 14 110 2
2021-01-21 3573 16 108 1
2021-01-20 3557 12 107 0
2021-01-19 3545 17 107 0
2021-01-18 3528 5 107 0
2021-01-17 3523 2 107 0
2021-01-16 3521 15 107 1
2021-01-15 3506 39 106 6
2021-01-14 3467 16 100 0
2021-01-13 3451 23 100 2
2021-01-12 3428 33 98 0
2021-01-11 3395 7 98 0
2021-01-10 3388 5 98 0
2021-01-09 3383 13 98 0
2021-01-08 3370 51 98 1
2021-01-07 3319 37 97 2
2021-01-06 3282 13 95 0
2021-01-05 3269 36 95 0
2021-01-04 3233 8 95 0
2021-01-03 3225 10 95 2
2021-01-02 3215 3 93 0
2021-01-01 3212 4 93 1
2020-12-31 3208 34 92 3
2020-12-30 3174 35 89 0
2020-12-29 3139 38 89 1
2020-12-28 3101 16 88 1
2020-12-27 3085 4 87 1
2020-12-26 3081 7 86 0
2020-12-25 3074 3 86 0
2020-12-24 3071 27 86 0
2020-12-23 3044 38 86 0
2020-12-22 3006 67 86 2
2020-12-21 2939 40 84 1
2020-12-20 2899 16 83 1
2020-12-19 2883 30 82 1
2020-12-18 2853 55 81 1
2020-12-17 2798 44 80 1
2020-12-16 2754 58 79 4
2020-12-15 2696 70 75 4
2020-12-14 2626 37 71 0
2020-12-13 2589 17 71 0
2020-12-12 2572 51 71 0
2020-12-11 2521 61 71 0
2020-12-10 2460 51 71 2
2020-12-09 2409 63 69 2
2020-12-08 2346 57 67 1
2020-12-07 2289 32 66 1
2020-12-06 2257 3 65 0
2020-12-05 2254 23 65 1
2020-12-04 2231 54 64 2
2020-12-03 2177 51 62 1
2020-12-02 2126 31 61 1
2020-12-01 2095 44 60 0
2020-11-30 2051 12 60 0
2020-11-29 2039 8 60 1
2020-11-28 2031 15 59 1
2020-11-27 2016 38 58 0
2020-11-26 1978 21 58 0
2020-11-25 1957 43 58 0
2020-11-24 1914 30 58 1
2020-11-23 1884 16 57 1
2020-11-22 1868 9 56 0
2020-11-21 1859 8 56 1
2020-11-20 1851 46 55 1
2020-11-19 1805 13 54 0
2020-11-18 1792 56 54 1
2020-11-17 1736 44 53 1
2020-11-16 1692 20 52 1
2020-11-15 1672 10 51 1
2020-11-14 1662 36 50 0
2020-11-13 1626 32 50 0
2020-11-12 1594 39 50 2
2020-11-11 1555 33 48 0
2020-11-10 1522 25 48 0
2020-11-09 1497 22 48 0
2020-11-08 1475 35 48 0
2020-11-07 1440 14 48 0
2020-11-06 1426 33 48 1
2020-11-05 1393 37 47 1
2020-11-04 1356 50 46 1
2020-11-03 1306 23 45 0
2020-11-02 1283 11 45 0
2020-11-01 1272 32 45 0
2020-10-31 1240 77 45 1
2020-10-30 1163 69 44 2
2020-10-29 1094 17 42 0
2020-10-28 1077 45 42 0
2020-10-27 1032 27 42 0
2020-10-26 1005 10 42 0
2020-10-25 995 20 42 0
2020-10-24 975 32 42 0
2020-10-23 943 12 42 0
2020-10-22 931 32 42 0
2020-10-21 899 33 42 1
2020-10-20 866 20 41 0
2020-10-19 846 8 41 0
2020-10-18 838 4 41 0
2020-10-17 834 22 41 1
2020-10-16 812 22 40 0
2020-10-15 790 25 40 0
2020-10-14 765 13 40 0
2020-10-13 752 11 40 0
2020-10-11 741 5 40 0
2020-10-10 736 6 40 0
2020-10-09 730 4 40 0
2020-10-08 726 4 40 0
2020-10-07 722 5 40 0
2020-10-06 717 12 40 0
2020-10-05 705 1 40 0
2020-10-03 704 1 40 0
2020-10-02 703 2 40 0
2020-10-01 701 1 40 0
2020-09-30 700 5 40 0
2020-09-29 695 1 40 0
2020-09-27 694 3 40 0
2020-09-26 691 1 40 0
2020-09-25 690 1 40 0
2020-09-24 689 6 40 0
2020-09-23 683 7 40 0
2020-09-22 676 8 40 1
2020-09-18 668 6 39 0
2020-09-17 662 4 39 0
2020-09-16 658 5 39 0
2020-09-15 653 10 39 0
2020-09-14 643 1 39 0
2020-09-13 642 7 39 0
2020-09-12 635 3 39 0
2020-09-11 632 6 39 0
2020-09-10 626 4 39 0
2020-09-09 622 7 39 0
2020-09-08 615 9 39 0
2020-09-07 606 2 39 0
2020-09-06 604 1 39 0
2020-09-05 603 3 39 0
2020-09-04 600 5 39 0
2020-09-03 595 5 39 0
2020-09-02 590 1 39 0
2020-09-01 589 2 39 0
2020-08-31 587 2 39 0
2020-08-30 585 1 39 0
2020-08-29 584 2 39 0
2020-08-28 582 4 39 0
2020-08-27 578 2 39 0
2020-08-26 576 9 39 0
2020-08-25 567 6 39 0
2020-08-24 561 5 39 0
2020-08-22 556 1 39 0
2020-08-21 555 1 39 0
2020-08-20 554 1 39 0
2020-08-19 553 3 39 0
2020-08-18 550 1 39 0
2020-08-17 549 2 39 0
2020-08-16 547 3 39 0
2020-08-15 544 3 39 0
2020-08-14 541 1 39 0
2020-08-12 540 1 39 0
2020-08-10 539 2 39 0
2020-08-05 537 1 39 0
2020-08-04 536 3 39 0
2020-08-03 533 2 39 0
2020-08-01 531 1 39 0
2020-07-31 530 2 39 0
2020-07-23 528 1 39 0
2020-07-17 527 1 39 0
2020-07-16 526 2 39 0
2020-07-10 524 2 39 0
2020-07-08 522 2 39 0
2020-07-07 520 1 39 0
2020-07-01 519 7 39 0
2020-06-30 512 1 39 0
2020-06-28 511 1 39 0
2020-06-27 510 3 39 0
2020-06-26 507 2 39 0
2020-06-25 505 2 39 0
2020-05-26 503 1 39 0
2020-05-21 502 1 39 0
2020-05-18 501 1 39 0
2020-05-15 500 1 39 0
2020-05-09 499 1 39 0
2020-05-08 498 1 39 0
2020-05-07 497 1 39 0
2020-05-05 496 1 39 0
2020-04-29 495 2 39 0
2020-04-28 493 2 39 0
2020-04-24 491 1 39 0
2020-04-23 490 2 39 0
2020-04-22 488 4 39 0
2020-04-21 484 3 39 0
2020-04-20 481 1 39 1
2020-04-18 480 3 38 1
2020-04-17 477 10 37 0
2020-04-16 467 6 37 0
2020-04-15 461 19 37 1
2020-04-14 442 2 36 0
2020-04-13 440 4 36 0
2020-04-12 436 8 36 0
2020-04-11 428 23 36 5
2020-04-10 405 21 31 2
2020-04-09 384 17 29 0
2020-04-08 367 29 29 2
2020-04-07 338 18 27 2
2020-04-06 320 7 25 2
2020-04-05 313 18 23 0
2020-04-04 295 20 23 2
2020-04-03 275 19 21 1
2020-04-02 256 42 20 8
2020-04-01 214 29 12 1
2020-03-31 185 32 11 2
2020-03-30 153 9 9 1
2020-03-29 144 10 8 1
2020-03-28 134 16 7 0
2020-03-27 118 21 7 2
2020-03-26 97 9 5 1
2020-03-25 88 12 4 2
2020-03-24 76 16 2 1
2020-03-23 60 19 1 1
2020-03-22 41 2 0 0
2020-03-21 39 13 0 0
2020-03-20 26 4 0 0
2020-03-19 22 6 0 0
2020-03-17 16 2 0 0
2020-03-16 14 4 0 0
2020-03-13 10 2 0 0
2020-03-12 8 1 0 0
2020-03-11 7 2 0 0
2020-03-08 5 1 0 0
2020-03-06 4 1 0 0
2020-03-03 3 1 0 0
2020-03-01 2 1 0 0

Explore the data in your web browser¶

  • If you want to execute this notebook, click here to use myBinder
  • and wait (~1 to 2 minutes)
  • Then press SHIFT+RETURN to advance code cell to code cell
  • See http://jupyter.org for more details on how to use Jupyter Notebook

Acknowledgements:¶

  • Johns Hopkins University provides data for countries
  • Robert Koch Institute provides data for within Germany
  • Atlo Team for gathering and providing data from Hungary (https://atlo.team/koronamonitor/)
  • Open source and scientific computing community for the data tools
  • Github for hosting repository and html files
  • Project Jupyter for the Notebook and binder service
  • The H2020 project Photon and Neutron Open Science Cloud (PaNOSC)
In [7]:
print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")

Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.
In [8]:
# to force a fresh download of data, run "clear_cache()"
In [9]:
print(f"Notebook execution took: {datetime.datetime.now()-start}")

Notebook execution took: 0:03:32.937902